{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 08 ``Numpy`` 中的聚合操作"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### sum"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "47.42291697781545"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "L = np.random.random(100)\n",
    "sum(L)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "52.675554310672105"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.sum(L)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10 loops, best of 3: 173 ms per loop\n",
      "1000 loops, best of 3: 1.02 ms per loop\n"
     ]
    }
   ],
   "source": [
    "big_array = np.random.rand(1000000)\n",
    "%timeit sum(big_array)\n",
    "%timeit np.sum(big_array)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### min, max"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2.2765289564574687e-07"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.min(big_array)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.99999686126703025"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.max(big_array)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2.2765289564574687e-07"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "big_array.min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.99999686126703025"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "big_array.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "500454.89231729991"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "big_array.sum() "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 多维度聚合"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0,  1,  2,  3],\n",
       "       [ 4,  5,  6,  7],\n",
       "       [ 8,  9, 10, 11],\n",
       "       [12, 13, 14, 15]])"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X = np.arange(16).reshape(4,-1)\n",
    "X"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "120"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.sum(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([24, 28, 32, 36])"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.sum(X, axis=0)#按列相加"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 6, 22, 38, 54])"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.sum(X, axis=1)#按行相加"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "注意：axis描述的是将要被压缩的维度。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 其他聚合操作"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.prod(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "20922789888000"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.prod(X + 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7.5"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.mean(X)#求平均数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7.5"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.median(X)#求中位数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3.2000000000000002"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "v = np.array([1, 1, 2, 2, 10])\n",
    "np.mean(v)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2.0"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.median(v)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.50056612640031206"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.percentile(big_array, q=50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.50056612640031206"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.median(big_array)"
   ]
  },
  {
   "attachments": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.99999686126703025"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.percentile(big_array, q=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.99999686126703025"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.max(big_array)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2.27652895646e-07\n",
      "0.250501365819\n",
      "0.5005661264\n",
      "0.750543416185\n",
      "0.999996861267\n"
     ]
    }
   ],
   "source": [
    "for percent in [0, 25, 50, 75, 100]:\n",
    "    print(np.percentile(big_array, q=percent))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.083379660489048227"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.var(big_array)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.28875536443336985"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.std(big_array)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "x = np.random.normal(0, 1, 1000000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-0.00044876833100538597"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.mean(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.0000457010611321"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.std(x)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
